Dataset statistics
| Number of variables | 31 |
|---|---|
| Number of observations | 57575 |
| Missing cells | 108768 |
| Missing cells (%) | 6.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 50.6 MiB |
| Average record size in memory | 922.1 B |
Variable types
| NUM | 15 |
|---|---|
| CAT | 13 |
| BOOL | 2 |
| DATE | 1 |
username has a high cardinality: 43554 distinct values | High cardinality |
country is highly correlated with languagecode | High correlation |
languagecode is highly correlated with country | High correlation |
nrofdependants has 39009 (67.8%) missing values | Missing |
workexperience has 38493 (66.9%) missing values | Missing |
previousearlyrepaymentsbeforeloan has 30802 (53.5%) missing values | Missing |
incometotal is highly skewed (γ1 = 117.1419579) | Skewed |
incomefromsalary is highly skewed (γ1 = 88.63885754) | Skewed |
incomefromothers is highly skewed (γ1 = 26.59696623) | Skewed |
liabilitiestotal is highly skewed (γ1 = 239.6549801) | Skewed |
username is uniformly distributed | Uniform |
loanid has unique values | Unique |
incomefromsalary has 39497 (68.6%) zeros | Zeros |
incomefromothers has 50943 (88.5%) zeros | Zeros |
existingliabilities has 14916 (25.9%) zeros | Zeros |
liabilitiestotal has 15413 (26.8%) zeros | Zeros |
debttoincome has 38935 (67.6%) zeros | Zeros |
noofpreviousloansbeforeloan has 43554 (75.6%) zeros | Zeros |
amountofpreviousloansbeforeloan has 43554 (75.6%) zeros | Zeros |
priorrepayments has 43733 (76.0%) zeros | Zeros |
previousearlyrepaymentsbeforeloan has 25245 (43.8%) zeros | Zeros |
previousearlyrepaymentscountbeforeloan has 55985 (97.2%) zeros | Zeros |
Reproduction
| Analysis started | 2021-04-20 09:56:05.574367 |
|---|---|
| Analysis finished | 2021-04-20 09:57:03.960258 |
| Duration | 58.39 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
defaulted
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 449.9 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 44471 | 77.2% | |
| 1 | 13104 | 22.8% |
| Distinct | 57575 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 449.9 KiB |
| 87307247-5636-4E5D-8985-A62C00D2828D | 1 |
|---|---|
| 2306213C-3661-4303-9C9B-AAB9001A9A13 | 1 |
| 1E55D8EC-FE8C-4F0A-9CCF-A9E90182E6B5 | 1 |
| 040B414A-7D80-4329-8CC1-A9A400CFD7DB | 1 |
| 98E0A84D-1DFC-4EC1-B91B-AA7A00ED1844 | 1 |
| Other values (57570) |
| Value | Count | Frequency (%) | |
| 87307247-5636-4E5D-8985-A62C00D2828D | 1 | < 0.1% | |
| 2306213C-3661-4303-9C9B-AAB9001A9A13 | 1 | < 0.1% | |
| 1E55D8EC-FE8C-4F0A-9CCF-A9E90182E6B5 | 1 | < 0.1% | |
| 040B414A-7D80-4329-8CC1-A9A400CFD7DB | 1 | < 0.1% | |
| 98E0A84D-1DFC-4EC1-B91B-AA7A00ED1844 | 1 | < 0.1% | |
| FF7B4086-1D16-4273-8CEB-AAE200F0EB4F | 1 | < 0.1% | |
| 1D7C9467-7C78-4790-95AC-A40A00E9C109 | 1 | < 0.1% | |
| 680174FE-2D96-40A3-A1FB-AA9C01491BB9 | 1 | < 0.1% | |
| F0CE4ADA-D6A5-4F34-AB95-A98E00AE15DD | 1 | < 0.1% | |
| 6BDCE6F3-9DBE-4E33-BC93-AAF5014A46EB | 1 | < 0.1% | |
| C9DE9C39-20F3-4074-855A-A9FA00CA09BF | 1 | < 0.1% | |
| 39212968-8524-4B2F-A268-A82000A8FA14 | 1 | < 0.1% | |
| E9BC2347-18AE-4F39-AD97-A8BD00B28BB3 | 1 | < 0.1% | |
| C8D1487E-6317-44D1-90A3-A5140124F891 | 1 | < 0.1% | |
| 85489644-B986-4D39-8FED-A6D100C6E3F0 | 1 | < 0.1% | |
| 7FF15D23-E02D-4674-8FFB-A80401277380 | 1 | < 0.1% | |
| 9557F0FF-8E47-4308-9EED-A2D9008FFB60 | 1 | < 0.1% | |
| 42C65453-6391-4D10-85E6-AAC6010AA9D6 | 1 | < 0.1% | |
| 6C054AAF-AC67-4C95-83F6-AA65010DB4F4 | 1 | < 0.1% | |
| 8F08DBC9-3C4C-484E-8996-A78600A135E4 | 1 | < 0.1% | |
| 3219994D-2511-4535-A296-AADC00833F2A | 1 | < 0.1% | |
| 41BB8DB1-A77B-4DEE-AB11-AAF800FADD66 | 1 | < 0.1% | |
| E8FD5160-B64B-48C5-AB6A-A7B6013C5657 | 1 | < 0.1% | |
| 197A2955-C91D-460B-945D-AA8500F6985F | 1 | < 0.1% | |
| 9B7EEBE7-2CC4-4F1D-BD4E-AA21012136FB | 1 | < 0.1% | |
| Other values (57550) | 57550 | > 99.9% |
Frequencies of value counts
Unique
| Unique | 57575 ? |
|---|---|
| Unique (%) | 100.0% |
Histogram of lengths of the category
Length
| Max length | 36 |
|---|---|
| Median length | 36 |
| Mean length | 36 |
| Min length | 36 |
Most occurring characters
| Value | Count | Frequency (%) | |
| - | 230300 | 11.1% | |
| 0 | 186844 | 9.0% | |
| A | 185687 | 9.0% | |
| 4 | 152033 | 7.3% | |
| 1 | 118542 | 5.7% | |
| 9 | 115026 | 5.5% | |
| B | 111843 | 5.4% | |
| 8 | 111577 | 5.4% | |
| 7 | 97892 | 4.7% | |
| 3 | 96661 | 4.7% | |
| D | 96197 | 4.6% | |
| C | 95482 | 4.6% | |
| E | 95479 | 4.6% | |
| 2 | 95456 | 4.6% | |
| F | 95432 | 4.6% | |
| 6 | 94374 | 4.6% | |
| 5 | 93875 | 4.5% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 1162280 | 56.1% | |
| Uppercase Letter | 680120 | 32.8% | |
| Dash Punctuation | 230300 | 11.1% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| A | 185687 | 27.3% | |
| B | 111843 | 16.4% | |
| D | 96197 | 14.1% | |
| C | 95482 | 14.0% | |
| E | 95479 | 14.0% | |
| F | 95432 | 14.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 186844 | 16.1% | |
| 4 | 152033 | 13.1% | |
| 1 | 118542 | 10.2% | |
| 9 | 115026 | 9.9% | |
| 8 | 111577 | 9.6% | |
| 7 | 97892 | 8.4% | |
| 3 | 96661 | 8.3% | |
| 2 | 95456 | 8.2% | |
| 6 | 94374 | 8.1% | |
| 5 | 93875 | 8.1% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 230300 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 1392580 | 67.2% | |
| Latin | 680120 | 32.8% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| A | 185687 | 27.3% | |
| B | 111843 | 16.4% | |
| D | 96197 | 14.1% | |
| C | 95482 | 14.0% | |
| E | 95479 | 14.0% | |
| F | 95432 | 14.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| - | 230300 | 16.5% | |
| 0 | 186844 | 13.4% | |
| 4 | 152033 | 10.9% | |
| 1 | 118542 | 8.5% | |
| 9 | 115026 | 8.3% | |
| 8 | 111577 | 8.0% | |
| 7 | 97892 | 7.0% | |
| 3 | 96661 | 6.9% | |
| 2 | 95456 | 6.9% | |
| 6 | 94374 | 6.8% | |
| 5 | 93875 | 6.7% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 2072700 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| - | 230300 | 11.1% | |
| 0 | 186844 | 9.0% | |
| A | 185687 | 9.0% | |
| 4 | 152033 | 7.3% | |
| 1 | 118542 | 5.7% | |
| 9 | 115026 | 5.5% | |
| B | 111843 | 5.4% | |
| 8 | 111577 | 5.4% | |
| 7 | 97892 | 4.7% | |
| 3 | 96661 | 4.7% | |
| D | 96197 | 4.6% | |
| C | 95482 | 4.6% | |
| E | 95479 | 4.6% | |
| 2 | 95456 | 4.6% | |
| F | 95432 | 4.6% | |
| 6 | 94374 | 4.6% | |
| 5 | 93875 | 4.5% |
| Distinct | 43554 |
|---|---|
| Distinct (%) | 75.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 449.9 KiB |
| BOKKA6993 | 13 |
|---|---|
| BO7763A73 | 13 |
| BO5K51166 | 10 |
| Siil23 | 9 |
| anne48 | 9 |
| Other values (43549) |
| Value | Count | Frequency (%) | |
| BOKKA6993 | 13 | < 0.1% | |
| BO7763A73 | 13 | < 0.1% | |
| BO5K51166 | 10 | < 0.1% | |
| Siil23 | 9 | < 0.1% | |
| anne48 | 9 | < 0.1% | |
| TAAWOKAS | 8 | < 0.1% | |
| Kadri | 8 | < 0.1% | |
| BO16K6421 | 8 | < 0.1% | |
| BO2363672 | 7 | < 0.1% | |
| BO3K34A3A | 7 | < 0.1% | |
| BO774722 | 7 | < 0.1% | |
| BO46436A1 | 7 | < 0.1% | |
| BO4195A91 | 7 | < 0.1% | |
| raunooo | 7 | < 0.1% | |
| 13Maximus13 | 6 | < 0.1% | |
| BO73K6591 | 6 | < 0.1% | |
| BOA364361 | 6 | < 0.1% | |
| BO191A5K6 | 6 | < 0.1% | |
| BO9911676 | 6 | < 0.1% | |
| estdonk | 6 | < 0.1% | |
| BO19K5691 | 6 | < 0.1% | |
| BO63943A6 | 6 | < 0.1% | |
| intzest | 5 | < 0.1% | |
| uhhuu | 5 | < 0.1% | |
| battleonn | 5 | < 0.1% | |
| Other values (43529) | 57392 | 99.7% |
Frequencies of value counts
Unique
| Unique | 32832 ? |
|---|---|
| Unique (%) | 57.0% |
Histogram of lengths of the category
Length
| Max length | 22 |
|---|---|
| Median length | 9 |
| Mean length | 8.802344768 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| O | 54400 | 10.7% | |
| B | 54376 | 10.7% | |
| 1 | 42540 | 8.4% | |
| 6 | 40070 | 7.9% | |
| 3 | 39465 | 7.8% | |
| 7 | 39011 | 7.7% | |
| A | 38660 | 7.6% | |
| 2 | 38626 | 7.6% | |
| 9 | 37402 | 7.4% | |
| 4 | 35862 | 7.1% | |
| K | 32673 | 6.4% | |
| 5 | 32425 | 6.4% | |
| a | 2746 | 0.5% | |
| i | 2004 | 0.4% | |
| e | 1789 | 0.4% | |
| r | 1460 | 0.3% | |
| n | 1304 | 0.3% | |
| l | 1201 | 0.2% | |
| s | 1198 | 0.2% | |
| k | 1060 | 0.2% | |
| t | 1020 | 0.2% | |
| o | 950 | 0.2% | |
| u | 816 | 0.2% | |
| m | 810 | 0.2% | |
| v | 450 | 0.1% | |
| Other values (57) | 4477 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 305979 | 60.4% | |
| Uppercase Letter | 181326 | 35.8% | |
| Lowercase Letter | 19336 | 3.8% | |
| Space Separator | 131 | < 0.1% | |
| Connector Punctuation | 9 | < 0.1% | |
| Other Punctuation | 8 | < 0.1% | |
| Dash Punctuation | 6 | < 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| a | 2746 | 14.2% | |
| i | 2004 | 10.4% | |
| e | 1789 | 9.3% | |
| r | 1460 | 7.6% | |
| n | 1304 | 6.7% | |
| l | 1201 | 6.2% | |
| s | 1198 | 6.2% | |
| k | 1060 | 5.5% | |
| t | 1020 | 5.3% | |
| o | 950 | 4.9% | |
| u | 816 | 4.2% | |
| m | 810 | 4.2% | |
| v | 450 | 2.3% | |
| d | 400 | 2.1% | |
| j | 316 | 1.6% | |
| g | 291 | 1.5% | |
| p | 286 | 1.5% | |
| h | 271 | 1.4% | |
| b | 189 | 1.0% | |
| c | 181 | 0.9% | |
| y | 177 | 0.9% | |
| z | 132 | 0.7% | |
| x | 124 | 0.6% | |
| f | 68 | 0.4% | |
| w | 41 | 0.2% | |
| Other values (13) | 52 | 0.3% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 1 | 42540 | 13.9% | |
| 6 | 40070 | 13.1% | |
| 3 | 39465 | 12.9% | |
| 7 | 39011 | 12.7% | |
| 2 | 38626 | 12.6% | |
| 9 | 37402 | 12.2% | |
| 4 | 35862 | 11.7% | |
| 5 | 32425 | 10.6% | |
| 0 | 328 | 0.1% | |
| 8 | 250 | 0.1% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| O | 54400 | 30.0% | |
| B | 54376 | 30.0% | |
| A | 38660 | 21.3% | |
| K | 32673 | 18.0% | |
| M | 188 | 0.1% | |
| R | 116 | 0.1% | |
| S | 113 | 0.1% | |
| T | 111 | 0.1% | |
| L | 103 | 0.1% | |
| E | 87 | < 0.1% | |
| I | 61 | < 0.1% | |
| V | 59 | < 0.1% | |
| P | 58 | < 0.1% | |
| N | 56 | < 0.1% | |
| J | 55 | < 0.1% | |
| D | 40 | < 0.1% | |
| G | 34 | < 0.1% | |
| H | 32 | < 0.1% | |
| U | 23 | < 0.1% | |
| F | 22 | < 0.1% | |
| C | 16 | < 0.1% | |
| W | 15 | < 0.1% | |
| Y | 11 | < 0.1% | |
| Z | 8 | < 0.1% | |
| X | 3 | < 0.1% | |
| Other values (4) | 6 | < 0.1% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 131 | 100.0% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 6 | 100.0% |
Most frequent Connector Punctuation characters
| Value | Count | Frequency (%) | |
| _ | 9 | 100.0% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| . | 6 | 75.0% | |
| @ | 2 | 25.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 306133 | 60.4% | |
| Latin | 200650 | 39.6% | |
| Cyrillic | 12 | < 0.1% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| O | 54400 | 27.1% | |
| B | 54376 | 27.1% | |
| A | 38660 | 19.3% | |
| K | 32673 | 16.3% | |
| a | 2746 | 1.4% | |
| i | 2004 | 1.0% | |
| e | 1789 | 0.9% | |
| r | 1460 | 0.7% | |
| n | 1304 | 0.6% | |
| l | 1201 | 0.6% | |
| s | 1198 | 0.6% | |
| k | 1060 | 0.5% | |
| t | 1020 | 0.5% | |
| o | 950 | 0.5% | |
| u | 816 | 0.4% | |
| m | 810 | 0.4% | |
| v | 450 | 0.2% | |
| d | 400 | 0.2% | |
| j | 316 | 0.2% | |
| g | 291 | 0.1% | |
| p | 286 | 0.1% | |
| h | 271 | 0.1% | |
| b | 189 | 0.1% | |
| M | 188 | 0.1% | |
| c | 181 | 0.1% | |
| Other values (32) | 1611 | 0.8% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1 | 42540 | 13.9% | |
| 6 | 40070 | 13.1% | |
| 3 | 39465 | 12.9% | |
| 7 | 39011 | 12.7% | |
| 2 | 38626 | 12.6% | |
| 9 | 37402 | 12.2% | |
| 4 | 35862 | 11.7% | |
| 5 | 32425 | 10.6% | |
| 0 | 328 | 0.1% | |
| 8 | 250 | 0.1% | |
| 131 | < 0.1% | ||
| _ | 9 | < 0.1% | |
| - | 6 | < 0.1% | |
| . | 6 | < 0.1% | |
| @ | 2 | < 0.1% |
Most frequent Cyrillic characters
| Value | Count | Frequency (%) | |
| р | 2 | 16.7% | |
| т | 2 | 16.7% | |
| А | 1 | 8.3% | |
| у | 1 | 8.3% | |
| З | 1 | 8.3% | |
| и | 1 | 8.3% | |
| н | 1 | 8.3% | |
| а | 1 | 8.3% | |
| о | 1 | 8.3% | |
| в | 1 | 8.3% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 506756 | > 99.9% | |
| None | 27 | < 0.1% | |
| Cyrillic | 12 | < 0.1% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| O | 54400 | 10.7% | |
| B | 54376 | 10.7% | |
| 1 | 42540 | 8.4% | |
| 6 | 40070 | 7.9% | |
| 3 | 39465 | 7.8% | |
| 7 | 39011 | 7.7% | |
| A | 38660 | 7.6% | |
| 2 | 38626 | 7.6% | |
| 9 | 37402 | 7.4% | |
| 4 | 35862 | 7.1% | |
| K | 32673 | 6.4% | |
| 5 | 32425 | 6.4% | |
| a | 2746 | 0.5% | |
| i | 2004 | 0.4% | |
| e | 1789 | 0.4% | |
| r | 1460 | 0.3% | |
| n | 1304 | 0.3% | |
| l | 1201 | 0.2% | |
| s | 1198 | 0.2% | |
| k | 1060 | 0.2% | |
| t | 1020 | 0.2% | |
| o | 950 | 0.2% | |
| u | 816 | 0.2% | |
| m | 810 | 0.2% | |
| v | 450 | 0.1% | |
| Other values (42) | 4438 | 0.9% |
Most frequent None characters
| Value | Count | Frequency (%) | |
| ä | 11 | 40.7% | |
| õ | 9 | 33.3% | |
| ü | 4 | 14.8% | |
| Ü | 2 | 7.4% | |
| ö | 1 | 3.7% |
Most frequent Cyrillic characters
| Value | Count | Frequency (%) | |
| р | 2 | 16.7% | |
| т | 2 | 16.7% | |
| А | 1 | 8.3% | |
| у | 1 | 8.3% | |
| З | 1 | 8.3% | |
| и | 1 | 8.3% | |
| н | 1 | 8.3% | |
| а | 1 | 8.3% | |
| о | 1 | 8.3% | |
| в | 1 | 8.3% |
| Distinct | 55810 |
|---|---|
| Distinct (%) | 96.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 449.9 KiB |
| Minimum | 2010-03-01 13:45:00 |
|---|---|
| Maximum | 2019-12-03 12:58:00 |
Histogram with fixed size bins (bins=50)
| Distinct | 13 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 449.9 KiB |
| 4 | |
|---|---|
| 1 | |
| 6 | |
| 3 | |
| 2 | 471 |
| Other values (8) | 300 |
| Value | Count | Frequency (%) | |
| 4 | 18539 | 32.2% | |
| 1 | 18287 | 31.8% | |
| 6 | 15854 | 27.5% | |
| 3 | 4124 | 7.2% | |
| 2 | 471 | 0.8% | |
| 9 | 290 | 0.5% | |
| 22 | 4 | < 0.1% | |
| 13 | 1 | < 0.1% | |
| 15 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% | |
| 10 | 1 | < 0.1% | |
| 21 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% |
Frequencies of value counts
Unique
| Unique | 6 ? |
|---|---|
| Unique (%) | < 0.1% |
Histogram of lengths of the category
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.000138949 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 4 | 18539 | 32.2% | |
| 1 | 18291 | 31.8% | |
| 6 | 15854 | 27.5% | |
| 3 | 4125 | 7.2% | |
| 2 | 480 | 0.8% | |
| 9 | 290 | 0.5% | |
| 5 | 2 | < 0.1% | |
| 0 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 57583 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 4 | 18539 | 32.2% | |
| 1 | 18291 | 31.8% | |
| 6 | 15854 | 27.5% | |
| 3 | 4125 | 7.2% | |
| 2 | 480 | 0.8% | |
| 9 | 290 | 0.5% | |
| 5 | 2 | < 0.1% | |
| 0 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 57583 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 4 | 18539 | 32.2% | |
| 1 | 18291 | 31.8% | |
| 6 | 15854 | 27.5% | |
| 3 | 4125 | 7.2% | |
| 2 | 480 | 0.8% | |
| 9 | 290 | 0.5% | |
| 5 | 2 | < 0.1% | |
| 0 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 57583 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 4 | 18539 | 32.2% | |
| 1 | 18291 | 31.8% | |
| 6 | 15854 | 27.5% | |
| 3 | 4125 | 7.2% | |
| 2 | 480 | 0.8% | |
| 9 | 290 | 0.5% | |
| 5 | 2 | < 0.1% | |
| 0 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% |
age
Real number (ℝ≥0)
| Distinct | 57 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.36969171 |
|---|---|
| Minimum | 18 |
| Maximum | 75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 449.9 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 30 |
| median | 39 |
| Q3 | 50 |
| 95-th percentile | 63 |
| Maximum | 75 |
| Range | 57 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 12.56261499 |
|---|---|
| Coefficient of variation (CV) | 0.3111892724 |
| Kurtosis | -0.7320695661 |
| Mean | 40.36969171 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.3792367483 |
| Sum | 2324285 |
| Variance | 157.8192954 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 29 | 1838 | 3.2% | |
| 35 | 1711 | 3.0% | |
| 34 | 1698 | 2.9% | |
| 37 | 1682 | 2.9% | |
| 30 | 1680 | 2.9% | |
| 36 | 1679 | 2.9% | |
| 38 | 1669 | 2.9% | |
| 33 | 1648 | 2.9% | |
| 31 | 1631 | 2.8% | |
| 32 | 1584 | 2.8% | |
| 40 | 1547 | 2.7% | |
| 39 | 1510 | 2.6% | |
| 41 | 1499 | 2.6% | |
| 27 | 1496 | 2.6% | |
| 28 | 1486 | 2.6% | |
| 42 | 1472 | 2.6% | |
| 26 | 1455 | 2.5% | |
| 44 | 1431 | 2.5% | |
| 43 | 1405 | 2.4% | |
| 25 | 1361 | 2.4% | |
| 24 | 1279 | 2.2% | |
| 47 | 1249 | 2.2% | |
| 45 | 1217 | 2.1% | |
| 46 | 1209 | 2.1% | |
| 22 | 1207 | 2.1% | |
| Other values (32) | 19932 | 34.6% |
| Value | Count | Frequency (%) | |
| 18 | 198 | 0.3% | |
| 19 | 264 | 0.5% | |
| 20 | 369 | 0.6% | |
| 21 | 1168 | 2.0% | |
| 22 | 1207 | 2.1% | |
| 23 | 1158 | 2.0% | |
| 24 | 1279 | 2.2% | |
| 25 | 1361 | 2.4% | |
| 26 | 1455 | 2.5% | |
| 27 | 1496 | 2.6% |
| Value | Count | Frequency (%) | |
| 75 | 2 | < 0.1% | |
| 74 | 1 | < 0.1% | |
| 72 | 2 | < 0.1% | |
| 71 | 2 | < 0.1% | |
| 70 | 287 | 0.5% | |
| 69 | 351 | 0.6% | |
| 68 | 341 | 0.6% | |
| 67 | 405 | 0.7% | |
| 66 | 422 | 0.7% | |
| 65 | 476 | 0.8% |
gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 449.9 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 |
| Value | Count | Frequency (%) | |
| 0 | 33644 | 58.4% | |
| 1 | 16774 | 29.1% | |
| 2 | 7157 | 12.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 0 | 33644 | 58.4% | |
| 1 | 16774 | 29.1% | |
| 2 | 7157 | 12.4% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 57575 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 33644 | 58.4% | |
| 1 | 16774 | 29.1% | |
| 2 | 7157 | 12.4% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 57575 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 0 | 33644 | 58.4% | |
| 1 | 16774 | 29.1% | |
| 2 | 7157 | 12.4% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 57575 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 0 | 33644 | 58.4% | |
| 1 | 16774 | 29.1% | |
| 2 | 7157 | 12.4% |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 449.9 KiB |
| EE | |
|---|---|
| FI | |
| ES | |
| SK | 293 |
| Value | Count | Frequency (%) | |
| EE | 22497 | 39.1% | |
| FI | 18838 | 32.7% | |
| ES | 15947 | 27.7% | |
| SK | 293 | 0.5% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| E | 60941 | 52.9% | |
| F | 18838 | 16.4% | |
| I | 18838 | 16.4% | |
| S | 16240 | 14.1% | |
| K | 293 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Uppercase Letter | 115150 | 100.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| E | 60941 | 52.9% | |
| F | 18838 | 16.4% | |
| I | 18838 | 16.4% | |
| S | 16240 | 14.1% | |
| K | 293 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 115150 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| E | 60941 | 52.9% | |
| F | 18838 | 16.4% | |
| I | 18838 | 16.4% | |
| S | 16240 | 14.1% | |
| K | 293 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 115150 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| E | 60941 | 52.9% | |
| F | 18838 | 16.4% | |
| I | 18838 | 16.4% | |
| S | 16240 | 14.1% | |
| K | 293 | 0.3% |
appliedamount
Real number (ℝ≥0)
| Distinct | 501 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2991.880965 |
|---|---|
| Minimum | 31.9558 |
| Maximum | 10632 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 449.9 KiB |
Quantile statistics
| Minimum | 31.9558 |
|---|---|
| 5-th percentile | 530 |
| Q1 | 1380 |
| median | 2126 |
| Q3 | 4150 |
| 95-th percentile | 8505 |
| Maximum | 10632 |
| Range | 10600.0442 |
| Interquartile range (IQR) | 2770 |
Descriptive statistics
| Standard deviation | 2365.69706 |
|---|---|
| Coefficient of variation (CV) | 0.7907056089 |
| Kurtosis | 2.307490576 |
| Mean | 2991.880965 |
| Median Absolute Deviation (MAD) | 1171 |
| Skewness | 1.531969236 |
| Sum | 172257546.5 |
| Variance | 5596522.579 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 2125 | 6316 | 11.0% | |
| 530 | 6306 | 11.0% | |
| 4250 | 3723 | 6.5% | |
| 2126 | 2491 | 4.3% | |
| 3185 | 2187 | 3.8% | |
| 3000 | 1667 | 2.9% | |
| 10630 | 1549 | 2.7% | |
| 4150 | 1517 | 2.6% | |
| 4253 | 1456 | 2.5% | |
| 2020 | 1377 | 2.4% | |
| 1060 | 1153 | 2.0% | |
| 2000 | 1100 | 1.9% | |
| 1590 | 1089 | 1.9% | |
| 531 | 919 | 1.6% | |
| 1000 | 855 | 1.5% | |
| 2655 | 774 | 1.3% | |
| 5315 | 656 | 1.1% | |
| 1500 | 625 | 1.1% | |
| 500 | 624 | 1.1% | |
| 3189 | 524 | 0.9% | |
| 2500 | 493 | 0.9% | |
| 3720 | 465 | 0.8% | |
| 6375 | 452 | 0.8% | |
| 518 | 437 | 0.8% | |
| 5000 | 432 | 0.8% | |
| Other values (476) | 18388 | 31.9% |
| Value | Count | Frequency (%) | |
| 31.9558 | 2 | < 0.1% | |
| 51.1293 | 1 | < 0.1% | |
| 63.9116 | 4 | < 0.1% | |
| 70.3028 | 1 | < 0.1% | |
| 76.694 | 1 | < 0.1% | |
| 83.0851 | 4 | < 0.1% | |
| 95.8675 | 7 | < 0.1% | |
| 100 | 25 | < 0.1% | |
| 102.2586 | 1 | < 0.1% | |
| 108.6498 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 10632 | 19 | < 0.1% | |
| 10630 | 1549 | 2.7% | |
| 10526 | 1 | < 0.1% | |
| 10525 | 11 | < 0.1% | |
| 10420 | 1 | < 0.1% | |
| 10419 | 3 | < 0.1% | |
| 10415 | 32 | 0.1% | |
| 10313 | 2 | < 0.1% | |
| 10310 | 6 | < 0.1% | |
| 10205 | 11 | < 0.1% |
interest
Real number (ℝ≥0)
| Distinct | 4884 |
|---|---|
| Distinct (%) | 8.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.64294468 |
|---|---|
| Minimum | 3 |
| Maximum | 264.31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 449.9 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 15.08 |
| Q1 | 28 |
| median | 35.46 |
| Q3 | 57.76 |
| 95-th percentile | 78.61 |
| Maximum | 264.31 |
| Range | 261.31 |
| Interquartile range (IQR) | 29.76 |
Descriptive statistics
| Standard deviation | 29.97587345 |
|---|---|
| Coefficient of variation (CV) | 0.6868435132 |
| Kurtosis | 14.09619997 |
| Mean | 43.64294468 |
| Median Absolute Deviation (MAD) | 11.86 |
| Skewness | 3.10733385 |
| Sum | 2512742.54 |
| Variance | 898.5529892 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 59.73 | 4665 | 8.1% | |
| 28 | 2116 | 3.7% | |
| 31 | 1547 | 2.7% | |
| 57.76 | 1413 | 2.5% | |
| 30 | 763 | 1.3% | |
| 58.09 | 675 | 1.2% | |
| 31.5 | 604 | 1.0% | |
| 26 | 518 | 0.9% | |
| 29 | 516 | 0.9% | |
| 32 | 429 | 0.7% | |
| 72.79 | 402 | 0.7% | |
| 37.99 | 397 | 0.7% | |
| 20 | 396 | 0.7% | |
| 31.12 | 355 | 0.6% | |
| 28.52 | 348 | 0.6% | |
| 22 | 346 | 0.6% | |
| 30.5 | 336 | 0.6% | |
| 33.6 | 322 | 0.6% | |
| 33 | 316 | 0.5% | |
| 40.47 | 264 | 0.5% | |
| 75.64 | 252 | 0.4% | |
| 51.04 | 240 | 0.4% | |
| 47.94 | 225 | 0.4% | |
| 57.09 | 222 | 0.4% | |
| 25 | 205 | 0.4% | |
| Other values (4859) | 39703 | 69.0% |
| Value | Count | Frequency (%) | |
| 3 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% | |
| 6 | 4 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 7.27 | 1 | < 0.1% | |
| 7.3 | 14 | < 0.1% | |
| 7.31 | 9 | < 0.1% | |
| 7.43 | 2 | < 0.1% | |
| 7.48 | 2 | < 0.1% | |
| 7.49 | 12 | < 0.1% |
| Value | Count | Frequency (%) | |
| 264.31 | 1 | < 0.1% | |
| 263.96 | 1 | < 0.1% | |
| 263.59 | 2 | < 0.1% | |
| 263.15 | 1 | < 0.1% | |
| 262.9 | 12 | < 0.1% | |
| 261.35 | 3 | < 0.1% | |
| 260.07 | 11 | < 0.1% | |
| 256.22 | 1 | < 0.1% | |
| 255.77 | 2 | < 0.1% | |
| 255.7 | 7 | < 0.1% |
loanduration
Real number (ℝ≥0)
| Distinct | 19 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.66945723 |
|---|---|
| Minimum | 1 |
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 449.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 36 |
| median | 60 |
| Q3 | 60 |
| 95-th percentile | 60 |
| Maximum | 60 |
| Range | 59 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 14.80549571 |
|---|---|
| Coefficient of variation (CV) | 0.3105866224 |
| Kurtosis | -0.2333879729 |
| Mean | 47.66945723 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.8607715613 |
| Sum | 2744569 |
| Variance | 219.2027033 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) | |
| 60 | 30300 | 52.6% | |
| 36 | 16464 | 28.6% | |
| 48 | 4679 | 8.1% | |
| 24 | 2556 | 4.4% | |
| 12 | 1387 | 2.4% | |
| 18 | 1052 | 1.8% | |
| 9 | 342 | 0.6% | |
| 6 | 314 | 0.5% | |
| 3 | 216 | 0.4% | |
| 30 | 214 | 0.4% | |
| 1 | 33 | 0.1% | |
| 15 | 7 | < 0.1% | |
| 2 | 5 | < 0.1% | |
| 8 | 1 | < 0.1% | |
| 38 | 1 | < 0.1% | |
| 52 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 27 | 1 | < 0.1% | |
| 42 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 33 | 0.1% | |
| 2 | 5 | < 0.1% | |
| 3 | 216 | 0.4% | |
| 4 | 1 | < 0.1% | |
| 6 | 314 | 0.5% | |
| 8 | 1 | < 0.1% | |
| 9 | 342 | 0.6% | |
| 12 | 1387 | 2.4% | |
| 15 | 7 | < 0.1% | |
| 18 | 1052 | 1.8% |
| Value | Count | Frequency (%) | |
| 60 | 30300 | 52.6% | |
| 52 | 1 | < 0.1% | |
| 48 | 4679 | 8.1% | |
| 42 | 1 | < 0.1% | |
| 38 | 1 | < 0.1% | |
| 36 | 16464 | 28.6% | |
| 30 | 214 | 0.4% | |
| 27 | 1 | < 0.1% | |
| 24 | 2556 | 4.4% | |
| 18 | 1052 | 1.8% |
education
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 449.9 KiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 1 | |
| 2 |
| Value | Count | Frequency (%) | |
| 4 | 19957 | 34.7% | |
| 5 | 15458 | 26.8% | |
| 3 | 13665 | 23.7% | |
| 1 | 5447 | 9.5% | |
| 2 | 3046 | 5.3% | |
| -1 | 2 | < 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.000034737 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 4 | 19957 | 34.7% | |
| 5 | 15458 | 26.8% | |
| 3 | 13665 | 23.7% | |
| 1 | 5449 | 9.5% | |
| 2 | 3046 | 5.3% | |
| - | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 57575 | > 99.9% | |
| Dash Punctuation | 2 | < 0.1% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 4 | 19957 | 34.7% | |
| 5 | 15458 | 26.8% | |
| 3 | 13665 | 23.7% | |
| 1 | 5449 | 9.5% | |
| 2 | 3046 | 5.3% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 2 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 57577 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 4 | 19957 | 34.7% | |
| 5 | 15458 | 26.8% | |
| 3 | 13665 | 23.7% | |
| 1 | 5449 | 9.5% | |
| 2 | 3046 | 5.3% | |
| - | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 57577 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 4 | 19957 | 34.7% | |
| 5 | 15458 | 26.8% | |
| 3 | 13665 | 23.7% | |
| 1 | 5449 | 9.5% | |
| 2 | 3046 | 5.3% | |
| - | 2 | < 0.1% |
maritalstatus
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 449.9 KiB |
| -1 | |
|---|---|
| 3 | |
| 1 | |
| 2 | |
| 4 | 1821 |
| Value | Count | Frequency (%) | |
| -1 | 38488 | 66.8% | |
| 3 | 6605 | 11.5% | |
| 1 | 5523 | 9.6% | |
| 2 | 4817 | 8.4% | |
| 4 | 1821 | 3.2% | |
| 5 | 321 | 0.6% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.668484585 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 1 | 44011 | 45.8% | |
| - | 38488 | 40.1% | |
| 3 | 6605 | 6.9% | |
| 2 | 4817 | 5.0% | |
| 4 | 1821 | 1.9% | |
| 5 | 321 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 57575 | 59.9% | |
| Dash Punctuation | 38488 | 40.1% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 1 | 44011 | 76.4% | |
| 3 | 6605 | 11.5% | |
| 2 | 4817 | 8.4% | |
| 4 | 1821 | 3.2% | |
| 5 | 321 | 0.6% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 38488 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 96063 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1 | 44011 | 45.8% | |
| - | 38488 | 40.1% | |
| 3 | 6605 | 6.9% | |
| 2 | 4817 | 5.0% | |
| 4 | 1821 | 1.9% | |
| 5 | 321 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 96063 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 1 | 44011 | 45.8% | |
| - | 38488 | 40.1% | |
| 3 | 6605 | 6.9% | |
| 2 | 4817 | 5.0% | |
| 4 | 1821 | 1.9% | |
| 5 | 321 | 0.3% |
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 39009 |
| Missing (%) | 67.8% |
| Memory size | 449.9 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 | 825 |
| 4 | 233 |
| Other values (5) | 82 |
| Value | Count | Frequency (%) | |
| 0 | 10548 | 18.3% | |
| 1 | 4290 | 7.5% | |
| 2 | 2588 | 4.5% | |
| 3 | 825 | 1.4% | |
| 4 | 233 | 0.4% | |
| 5 | 53 | 0.1% | |
| 7 | 12 | < 0.1% | |
| 6 | 10 | < 0.1% | |
| 10Plus | 5 | < 0.1% | |
| 8 | 2 | < 0.1% | |
| (Missing) | 39009 | 67.8% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 2.35550152 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| n | 78018 | 57.5% | |
| a | 39009 | 28.8% | |
| 0 | 10553 | 7.8% | |
| 1 | 4295 | 3.2% | |
| 2 | 2588 | 1.9% | |
| 3 | 825 | 0.6% | |
| 4 | 233 | 0.2% | |
| 5 | 53 | < 0.1% | |
| 7 | 12 | < 0.1% | |
| 6 | 10 | < 0.1% | |
| P | 5 | < 0.1% | |
| l | 5 | < 0.1% | |
| u | 5 | < 0.1% | |
| s | 5 | < 0.1% | |
| 8 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 117042 | 86.3% | |
| Decimal Number | 18571 | 13.7% | |
| Uppercase Letter | 5 | < 0.1% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 10553 | 56.8% | |
| 1 | 4295 | 23.1% | |
| 2 | 2588 | 13.9% | |
| 3 | 825 | 4.4% | |
| 4 | 233 | 1.3% | |
| 5 | 53 | 0.3% | |
| 7 | 12 | 0.1% | |
| 6 | 10 | 0.1% | |
| 8 | 2 | < 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| n | 78018 | 66.7% | |
| a | 39009 | 33.3% | |
| l | 5 | < 0.1% | |
| u | 5 | < 0.1% | |
| s | 5 | < 0.1% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| P | 5 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 117047 | 86.3% | |
| Common | 18571 | 13.7% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 0 | 10553 | 56.8% | |
| 1 | 4295 | 23.1% | |
| 2 | 2588 | 13.9% | |
| 3 | 825 | 4.4% | |
| 4 | 233 | 1.3% | |
| 5 | 53 | 0.3% | |
| 7 | 12 | 0.1% | |
| 6 | 10 | 0.1% | |
| 8 | 2 | < 0.1% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| n | 78018 | 66.7% | |
| a | 39009 | 33.3% | |
| P | 5 | < 0.1% | |
| l | 5 | < 0.1% | |
| u | 5 | < 0.1% | |
| s | 5 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 135618 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| n | 78018 | 57.5% | |
| a | 39009 | 28.8% | |
| 0 | 10553 | 7.8% | |
| 1 | 4295 | 3.2% | |
| 2 | 2588 | 1.9% | |
| 3 | 825 | 0.6% | |
| 4 | 233 | 0.2% | |
| 5 | 53 | < 0.1% | |
| 7 | 12 | < 0.1% | |
| 6 | 10 | < 0.1% | |
| P | 5 | < 0.1% | |
| l | 5 | < 0.1% | |
| u | 5 | < 0.1% | |
| s | 5 | < 0.1% | |
| 8 | 2 | < 0.1% |
employmentstatus
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 32 |
| Missing (%) | 0.1% |
| Memory size | 449.9 KiB |
| -1 | |
|---|---|
| 3 | |
| 6 | 1076 |
| 5 | 600 |
| 2 | 532 |
| Other values (2) | 359 |
| Value | Count | Frequency (%) | |
| -1 | 38488 | 66.8% | |
| 3 | 16488 | 28.6% | |
| 6 | 1076 | 1.9% | |
| 5 | 600 | 1.0% | |
| 2 | 532 | 0.9% | |
| 4 | 337 | 0.6% | |
| 0 | 22 | < 0.1% | |
| (Missing) | 32 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 1.669596179 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| - | 38488 | 40.0% | |
| 1 | 38488 | 40.0% | |
| 3 | 16488 | 17.2% | |
| 6 | 1076 | 1.1% | |
| 5 | 600 | 0.6% | |
| 2 | 532 | 0.6% | |
| 4 | 337 | 0.4% | |
| n | 64 | 0.1% | |
| a | 32 | < 0.1% | |
| 0 | 22 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 57543 | 59.9% | |
| Dash Punctuation | 38488 | 40.0% | |
| Lowercase Letter | 96 | 0.1% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 1 | 38488 | 66.9% | |
| 3 | 16488 | 28.7% | |
| 6 | 1076 | 1.9% | |
| 5 | 600 | 1.0% | |
| 2 | 532 | 0.9% | |
| 4 | 337 | 0.6% | |
| 0 | 22 | < 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| n | 64 | 66.7% | |
| a | 32 | 33.3% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 38488 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 96031 | 99.9% | |
| Latin | 96 | 0.1% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| - | 38488 | 40.1% | |
| 1 | 38488 | 40.1% | |
| 3 | 16488 | 17.2% | |
| 6 | 1076 | 1.1% | |
| 5 | 600 | 0.6% | |
| 2 | 532 | 0.6% | |
| 4 | 337 | 0.4% | |
| 0 | 22 | < 0.1% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| n | 64 | 66.7% | |
| a | 32 | 33.3% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 96127 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| - | 38488 | 40.0% | |
| 1 | 38488 | 40.0% | |
| 3 | 16488 | 17.2% | |
| 6 | 1076 | 1.1% | |
| 5 | 600 | 0.6% | |
| 2 | 532 | 0.6% | |
| 4 | 337 | 0.4% | |
| n | 64 | 0.1% | |
| a | 32 | < 0.1% | |
| 0 | 22 | < 0.1% |
employmentdurationcurrentemployer
Categorical
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 315 |
| Missing (%) | 0.5% |
| Memory size | 449.9 KiB |
| MoreThan5Years | |
|---|---|
| UpTo1Year | |
| UpTo5Years | |
| Retiree | |
| UpTo2Years | |
| Other values (4) |
| Value | Count | Frequency (%) | |
| MoreThan5Years | 22050 | 38.3% | |
| UpTo1Year | 10753 | 18.7% | |
| UpTo5Years | 10142 | 17.6% | |
| Retiree | 4198 | 7.3% | |
| UpTo2Years | 3055 | 5.3% | |
| Other | 2685 | 4.7% | |
| UpTo3Years | 2374 | 4.1% | |
| UpTo4Years | 1668 | 2.9% | |
| TrialPeriod | 335 | 0.6% | |
| (Missing) | 315 | 0.5% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 14 |
|---|---|
| Median length | 10 |
| Mean length | 10.86075554 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 87706 | 14.0% | |
| r | 79645 | 12.7% | |
| a | 72742 | 11.6% | |
| T | 50377 | 8.1% | |
| o | 50377 | 8.1% | |
| Y | 50042 | 8.0% | |
| s | 39289 | 6.3% | |
| 5 | 32192 | 5.1% | |
| U | 27992 | 4.5% | |
| p | 27992 | 4.5% | |
| h | 24735 | 4.0% | |
| n | 22680 | 3.6% | |
| M | 22050 | 3.5% | |
| 1 | 10753 | 1.7% | |
| t | 6883 | 1.1% | |
| i | 4868 | 0.8% | |
| R | 4198 | 0.7% | |
| 2 | 3055 | 0.5% | |
| O | 2685 | 0.4% | |
| 3 | 2374 | 0.4% | |
| 4 | 1668 | 0.3% | |
| l | 335 | 0.1% | |
| P | 335 | 0.1% | |
| d | 335 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 417587 | 66.8% | |
| Uppercase Letter | 157679 | 25.2% | |
| Decimal Number | 50042 | 8.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| T | 50377 | 31.9% | |
| Y | 50042 | 31.7% | |
| U | 27992 | 17.8% | |
| M | 22050 | 14.0% | |
| R | 4198 | 2.7% | |
| O | 2685 | 1.7% | |
| P | 335 | 0.2% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 87706 | 21.0% | |
| r | 79645 | 19.1% | |
| a | 72742 | 17.4% | |
| o | 50377 | 12.1% | |
| s | 39289 | 9.4% | |
| p | 27992 | 6.7% | |
| h | 24735 | 5.9% | |
| n | 22680 | 5.4% | |
| t | 6883 | 1.6% | |
| i | 4868 | 1.2% | |
| l | 335 | 0.1% | |
| d | 335 | 0.1% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 5 | 32192 | 64.3% | |
| 1 | 10753 | 21.5% | |
| 2 | 3055 | 6.1% | |
| 3 | 2374 | 4.7% | |
| 4 | 1668 | 3.3% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 575266 | 92.0% | |
| Common | 50042 | 8.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 87706 | 15.2% | |
| r | 79645 | 13.8% | |
| a | 72742 | 12.6% | |
| T | 50377 | 8.8% | |
| o | 50377 | 8.8% | |
| Y | 50042 | 8.7% | |
| s | 39289 | 6.8% | |
| U | 27992 | 4.9% | |
| p | 27992 | 4.9% | |
| h | 24735 | 4.3% | |
| n | 22680 | 3.9% | |
| M | 22050 | 3.8% | |
| t | 6883 | 1.2% | |
| i | 4868 | 0.8% | |
| R | 4198 | 0.7% | |
| O | 2685 | 0.5% | |
| l | 335 | 0.1% | |
| P | 335 | 0.1% | |
| d | 335 | 0.1% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 5 | 32192 | 64.3% | |
| 1 | 10753 | 21.5% | |
| 2 | 3055 | 6.1% | |
| 3 | 2374 | 4.7% | |
| 4 | 1668 | 3.3% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 625308 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 87706 | 14.0% | |
| r | 79645 | 12.7% | |
| a | 72742 | 11.6% | |
| T | 50377 | 8.1% | |
| o | 50377 | 8.1% | |
| Y | 50042 | 8.0% | |
| s | 39289 | 6.3% | |
| 5 | 32192 | 5.1% | |
| U | 27992 | 4.5% | |
| p | 27992 | 4.5% | |
| h | 24735 | 4.0% | |
| n | 22680 | 3.6% | |
| M | 22050 | 3.5% | |
| 1 | 10753 | 1.7% | |
| t | 6883 | 1.1% | |
| i | 4868 | 0.8% | |
| R | 4198 | 0.7% | |
| 2 | 3055 | 0.5% | |
| O | 2685 | 0.4% | |
| 3 | 2374 | 0.4% | |
| 4 | 1668 | 0.3% | |
| l | 335 | 0.1% | |
| P | 335 | 0.1% | |
| d | 335 | 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 38493 |
| Missing (%) | 66.9% |
| Memory size | 449.9 KiB |
| 5To10Years | |
|---|---|
| 15To25Years | |
| 10To15Years | |
| MoreThan25Years | |
| 2To5Years |
| Value | Count | Frequency (%) | |
| 5To10Years | 4114 | 7.1% | |
| 15To25Years | 3960 | 6.9% | |
| 10To15Years | 3452 | 6.0% | |
| MoreThan25Years | 3425 | 5.9% | |
| 2To5Years | 2788 | 4.8% | |
| LessThan2Years | 1343 | 2.3% | |
| (Missing) | 38493 | 66.9% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 15 |
|---|---|
| Median length | 3 |
| Mean length | 5.791055145 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| n | 81754 | 24.5% | |
| a | 62343 | 18.7% | |
| e | 23850 | 7.2% | |
| r | 22507 | 6.8% | |
| s | 21768 | 6.5% | |
| 5 | 21699 | 6.5% | |
| T | 19082 | 5.7% | |
| Y | 19082 | 5.7% | |
| o | 17739 | 5.3% | |
| 1 | 14978 | 4.5% | |
| 2 | 11516 | 3.5% | |
| 0 | 7566 | 2.3% | |
| h | 4768 | 1.4% | |
| M | 3425 | 1.0% | |
| L | 1343 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 234729 | 70.4% | |
| Decimal Number | 55759 | 16.7% | |
| Uppercase Letter | 42932 | 12.9% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 5 | 21699 | 38.9% | |
| 1 | 14978 | 26.9% | |
| 2 | 11516 | 20.7% | |
| 0 | 7566 | 13.6% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| T | 19082 | 44.4% | |
| Y | 19082 | 44.4% | |
| M | 3425 | 8.0% | |
| L | 1343 | 3.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| n | 81754 | 34.8% | |
| a | 62343 | 26.6% | |
| e | 23850 | 10.2% | |
| r | 22507 | 9.6% | |
| s | 21768 | 9.3% | |
| o | 17739 | 7.6% | |
| h | 4768 | 2.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 277661 | 83.3% | |
| Common | 55759 | 16.7% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 5 | 21699 | 38.9% | |
| 1 | 14978 | 26.9% | |
| 2 | 11516 | 20.7% | |
| 0 | 7566 | 13.6% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| n | 81754 | 29.4% | |
| a | 62343 | 22.5% | |
| e | 23850 | 8.6% | |
| r | 22507 | 8.1% | |
| s | 21768 | 7.8% | |
| T | 19082 | 6.9% | |
| Y | 19082 | 6.9% | |
| o | 17739 | 6.4% | |
| h | 4768 | 1.7% | |
| M | 3425 | 1.2% | |
| L | 1343 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 333420 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| n | 81754 | 24.5% | |
| a | 62343 | 18.7% | |
| e | 23850 | 7.2% | |
| r | 22507 | 6.8% | |
| s | 21768 | 6.5% | |
| 5 | 21699 | 6.5% | |
| T | 19082 | 5.7% | |
| Y | 19082 | 5.7% | |
| o | 17739 | 5.3% | |
| 1 | 14978 | 4.5% | |
| 2 | 11516 | 3.5% | |
| 0 | 7566 | 2.3% | |
| h | 4768 | 1.4% | |
| M | 3425 | 1.0% | |
| L | 1343 | 0.4% |
occupationarea
Categorical
| Distinct | 20 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 449.9 KiB |
| -1 | |
|---|---|
| 1 | |
| 7 | 1836 |
| 3 | 1779 |
| 6 | 1606 |
| Other values (15) |
| Value | Count | Frequency (%) | |
| -1 | 38519 | 66.9% | |
| 1 | 4471 | 7.8% | |
| 7 | 1836 | 3.2% | |
| 3 | 1779 | 3.1% | |
| 6 | 1606 | 2.8% | |
| 17 | 1373 | 2.4% | |
| 8 | 1326 | 2.3% | |
| 9 | 1194 | 2.1% | |
| 15 | 988 | 1.7% | |
| 10 | 973 | 1.7% | |
| 16 | 711 | 1.2% | |
| 11 | 548 | 1.0% | |
| 19 | 479 | 0.8% | |
| 14 | 452 | 0.8% | |
| 4 | 286 | 0.5% | |
| 13 | 268 | 0.5% | |
| 18 | 243 | 0.4% | |
| 12 | 234 | 0.4% | |
| 5 | 215 | 0.4% | |
| 2 | 74 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.777907078 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 1 | 49807 | 48.7% | |
| - | 38519 | 37.6% | |
| 7 | 3209 | 3.1% | |
| 6 | 2317 | 2.3% | |
| 3 | 2047 | 2.0% | |
| 9 | 1673 | 1.6% | |
| 8 | 1569 | 1.5% | |
| 5 | 1203 | 1.2% | |
| 0 | 973 | 1.0% | |
| 4 | 738 | 0.7% | |
| 2 | 308 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 63844 | 62.4% | |
| Dash Punctuation | 38519 | 37.6% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 1 | 49807 | 78.0% | |
| 7 | 3209 | 5.0% | |
| 6 | 2317 | 3.6% | |
| 3 | 2047 | 3.2% | |
| 9 | 1673 | 2.6% | |
| 8 | 1569 | 2.5% | |
| 5 | 1203 | 1.9% | |
| 0 | 973 | 1.5% | |
| 4 | 738 | 1.2% | |
| 2 | 308 | 0.5% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 38519 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 102363 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1 | 49807 | 48.7% | |
| - | 38519 | 37.6% | |
| 7 | 3209 | 3.1% | |
| 6 | 2317 | 2.3% | |
| 3 | 2047 | 2.0% | |
| 9 | 1673 | 1.6% | |
| 8 | 1569 | 1.5% | |
| 5 | 1203 | 1.2% | |
| 0 | 973 | 1.0% | |
| 4 | 738 | 0.7% | |
| 2 | 308 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 102363 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 1 | 49807 | 48.7% | |
| - | 38519 | 37.6% | |
| 7 | 3209 | 3.1% | |
| 6 | 2317 | 2.3% | |
| 3 | 2047 | 2.0% | |
| 9 | 1673 | 1.6% | |
| 8 | 1569 | 1.5% | |
| 5 | 1203 | 1.2% | |
| 0 | 973 | 1.0% | |
| 4 | 738 | 0.7% | |
| 2 | 308 | 0.3% |
homeownershiptype
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 117 |
| Missing (%) | 0.2% |
| Memory size | 449.9 KiB |
| 1 | |
|---|---|
| 3 | |
| 2 | |
| 8 | |
| 10 | |
| Other values (7) |
| Value | Count | Frequency (%) | |
| 1 | 16695 | 29.0% | |
| 3 | 14634 | 25.4% | |
| 2 | 9776 | 17.0% | |
| 8 | 6814 | 11.8% | |
| 10 | 3813 | 6.6% | |
| 4 | 2507 | 4.4% | |
| 7 | 1462 | 2.5% | |
| 6 | 812 | 1.4% | |
| 5 | 603 | 1.0% | |
| 9 | 335 | 0.6% | |
| 0 | 5 | < 0.1% | |
| -1 | 2 | < 0.1% | |
| (Missing) | 117 | 0.2% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.070325662 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 1 | 20510 | 33.3% | |
| 3 | 14634 | 23.7% | |
| 2 | 9776 | 15.9% | |
| 8 | 6814 | 11.1% | |
| 0 | 3818 | 6.2% | |
| 4 | 2507 | 4.1% | |
| 7 | 1462 | 2.4% | |
| 6 | 812 | 1.3% | |
| 5 | 603 | 1.0% | |
| 9 | 335 | 0.5% | |
| n | 234 | 0.4% | |
| a | 117 | 0.2% | |
| - | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 61271 | 99.4% | |
| Lowercase Letter | 351 | 0.6% | |
| Dash Punctuation | 2 | < 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| n | 234 | 66.7% | |
| a | 117 | 33.3% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 1 | 20510 | 33.5% | |
| 3 | 14634 | 23.9% | |
| 2 | 9776 | 16.0% | |
| 8 | 6814 | 11.1% | |
| 0 | 3818 | 6.2% | |
| 4 | 2507 | 4.1% | |
| 7 | 1462 | 2.4% | |
| 6 | 812 | 1.3% | |
| 5 | 603 | 1.0% | |
| 9 | 335 | 0.5% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 2 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 61273 | 99.4% | |
| Latin | 351 | 0.6% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| n | 234 | 66.7% | |
| a | 117 | 33.3% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1 | 20510 | 33.5% | |
| 3 | 14634 | 23.9% | |
| 2 | 9776 | 16.0% | |
| 8 | 6814 | 11.1% | |
| 0 | 3818 | 6.2% | |
| 4 | 2507 | 4.1% | |
| 7 | 1462 | 2.4% | |
| 6 | 812 | 1.3% | |
| 5 | 603 | 1.0% | |
| 9 | 335 | 0.5% | |
| - | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 61624 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 1 | 20510 | 33.3% | |
| 3 | 14634 | 23.7% | |
| 2 | 9776 | 15.9% | |
| 8 | 6814 | 11.1% | |
| 0 | 3818 | 6.2% | |
| 4 | 2507 | 4.1% | |
| 7 | 1462 | 2.4% | |
| 6 | 812 | 1.3% | |
| 5 | 603 | 1.0% | |
| 9 | 335 | 0.5% | |
| n | 234 | 0.4% | |
| a | 117 | 0.2% | |
| - | 2 | < 0.1% |
| Distinct | 3357 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1732.391983 |
|---|---|
| Minimum | 0 |
| Maximum | 1012019 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Memory size | 449.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 500 |
| Q1 | 900 |
| median | 1300 |
| Q3 | 1962 |
| 95-th percentile | 3200 |
| Maximum | 1012019 |
| Range | 1012019 |
| Interquartile range (IQR) | 1062 |
Descriptive statistics
| Standard deviation | 6823.394839 |
|---|---|
| Coefficient of variation (CV) | 3.938713007 |
| Kurtosis | 16823.05198 |
| Mean | 1732.391983 |
| Median Absolute Deviation (MAD) | 500 |
| Skewness | 117.1419579 |
| Sum | 99742468.45 |
| Variance | 46558717.13 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1200 | 2418 | 4.2% | |
| 1000 | 1854 | 3.2% | |
| 1500 | 1755 | 3.0% | |
| 2000 | 1505 | 2.6% | |
| 1300 | 1480 | 2.6% | |
| 1100 | 1458 | 2.5% | |
| 1800 | 1340 | 2.3% | |
| 800 | 1216 | 2.1% | |
| 1400 | 1158 | 2.0% | |
| 900 | 1119 | 1.9% | |
| 1600 | 1113 | 1.9% | |
| 2500 | 1060 | 1.8% | |
| 1700 | 940 | 1.6% | |
| 2200 | 934 | 1.6% | |
| 700 | 811 | 1.4% | |
| 1900 | 749 | 1.3% | |
| 2100 | 731 | 1.3% | |
| 2300 | 658 | 1.1% | |
| 3000 | 631 | 1.1% | |
| 2400 | 601 | 1.0% | |
| 600 | 600 | 1.0% | |
| 500 | 557 | 1.0% | |
| 850 | 504 | 0.9% | |
| 750 | 470 | 0.8% | |
| 2800 | 463 | 0.8% | |
| Other values (3332) | 31450 | 54.6% |
| Value | Count | Frequency (%) | |
| 0 | 2 | < 0.1% | |
| 0.33 | 2 | < 0.1% | |
| 1 | 5 | < 0.1% | |
| 1.04 | 1 | < 0.1% | |
| 1.05 | 1 | < 0.1% | |
| 1.18 | 1 | < 0.1% | |
| 1.2 | 3 | < 0.1% | |
| 1.4 | 3 | < 0.1% | |
| 1.6 | 1 | < 0.1% | |
| 1.75 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1012019 | 2 | < 0.1% | |
| 280000 | 1 | < 0.1% | |
| 235000 | 1 | < 0.1% | |
| 228550 | 1 | < 0.1% | |
| 220000 | 1 | < 0.1% | |
| 160974 | 1 | < 0.1% | |
| 122026 | 1 | < 0.1% | |
| 120045 | 3 | < 0.1% | |
| 117900 | 1 | < 0.1% | |
| 108476 | 1 | < 0.1% |
| Distinct | 2628 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 410.2201832 |
|---|---|
| Minimum | 0 |
| Maximum | 228400 |
| Zeros | 39497 |
| Zeros (%) | 68.6% |
| Memory size | 449.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 600 |
| 95-th percentile | 1930 |
| Maximum | 228400 |
| Range | 228400 |
| Interquartile range (IQR) | 600 |
Descriptive statistics
| Standard deviation | 1353.807862 |
|---|---|
| Coefficient of variation (CV) | 3.300198081 |
| Kurtosis | 14202.1022 |
| Mean | 410.2201832 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 88.63885754 |
| Sum | 23618427.05 |
| Variance | 1832795.726 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 39497 | 68.6% | |
| 1000 | 383 | 0.7% | |
| 800 | 334 | 0.6% | |
| 1200 | 325 | 0.6% | |
| 700 | 275 | 0.5% | |
| 1500 | 262 | 0.5% | |
| 1100 | 255 | 0.4% | |
| 600 | 237 | 0.4% | |
| 500 | 227 | 0.4% | |
| 1300 | 225 | 0.4% | |
| 900 | 224 | 0.4% | |
| 2000 | 209 | 0.4% | |
| 1800 | 193 | 0.3% | |
| 1400 | 162 | 0.3% | |
| 1600 | 160 | 0.3% | |
| 750 | 155 | 0.3% | |
| 1700 | 155 | 0.3% | |
| 850 | 154 | 0.3% | |
| 650 | 141 | 0.2% | |
| 2200 | 125 | 0.2% | |
| 550 | 123 | 0.2% | |
| 2500 | 121 | 0.2% | |
| 400 | 111 | 0.2% | |
| 1900 | 106 | 0.2% | |
| 450 | 103 | 0.2% | |
| Other values (2603) | 13313 | 23.1% |
| Value | Count | Frequency (%) | |
| 0 | 39497 | 68.6% | |
| 1 | 1 | < 0.1% | |
| 30 | 1 | < 0.1% | |
| 48 | 1 | < 0.1% | |
| 49 | 1 | < 0.1% | |
| 63 | 1 | < 0.1% | |
| 74 | 2 | < 0.1% | |
| 76 | 1 | < 0.1% | |
| 79 | 1 | < 0.1% | |
| 89 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 228400 | 1 | < 0.1% | |
| 80400 | 1 | < 0.1% | |
| 30000 | 1 | < 0.1% | |
| 27000 | 1 | < 0.1% | |
| 23500 | 1 | < 0.1% | |
| 18000 | 2 | < 0.1% | |
| 16300 | 1 | < 0.1% | |
| 16000 | 6 | < 0.1% | |
| 15700 | 1 | < 0.1% | |
| 15500 | 1 | < 0.1% |
| Distinct | 1289 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.34181329 |
|---|---|
| Minimum | 0 |
| Maximum | 25000 |
| Zeros | 50943 |
| Zeros (%) | 88.5% |
| Memory size | 449.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 281.3 |
| Maximum | 25000 |
| Range | 25000 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 339.3319119 |
|---|---|
| Coefficient of variation (CV) | 6.131564756 |
| Kurtosis | 1342.76671 |
| Mean | 55.34181329 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 26.59696623 |
| Sum | 3186304.9 |
| Variance | 115146.1464 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 50943 | 88.5% | |
| 19 | 336 | 0.6% | |
| 38 | 295 | 0.5% | |
| 100 | 273 | 0.5% | |
| 200 | 227 | 0.4% | |
| 50 | 225 | 0.4% | |
| 300 | 140 | 0.2% | |
| 45 | 105 | 0.2% | |
| 400 | 95 | 0.2% | |
| 95 | 90 | 0.2% | |
| 150 | 90 | 0.2% | |
| 500 | 76 | 0.1% | |
| 250 | 74 | 0.1% | |
| 90 | 66 | 0.1% | |
| 57 | 60 | 0.1% | |
| 104 | 53 | 0.1% | |
| 1000 | 53 | 0.1% | |
| 140 | 52 | 0.1% | |
| 219 | 50 | 0.1% | |
| 350 | 49 | 0.1% | |
| 600 | 46 | 0.1% | |
| 210 | 40 | 0.1% | |
| 64 | 36 | 0.1% | |
| 115 | 31 | 0.1% | |
| 220 | 30 | 0.1% | |
| Other values (1264) | 4040 | 7.0% |
| Value | Count | Frequency (%) | |
| 0 | 50943 | 88.5% | |
| 2 | 2 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 6 | 1 | < 0.1% | |
| 7 | 2 | < 0.1% | |
| 8 | 1 | < 0.1% | |
| 10 | 1 | < 0.1% | |
| 12 | 2 | < 0.1% | |
| 15 | 3 | < 0.1% | |
| 16 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 25000 | 1 | < 0.1% | |
| 22000 | 1 | < 0.1% | |
| 18380 | 1 | < 0.1% | |
| 18000 | 1 | < 0.1% | |
| 13500 | 4 | < 0.1% | |
| 10000 | 1 | < 0.1% | |
| 8900 | 1 | < 0.1% | |
| 8000 | 5 | < 0.1% | |
| 7000 | 1 | < 0.1% | |
| 6700 | 1 | < 0.1% |
| Distinct | 36 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.578671298 |
|---|---|
| Minimum | 0 |
| Maximum | 36 |
| Zeros | 14916 |
| Zeros (%) | 25.9% |
| Memory size | 449.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 9 |
| Maximum | 36 |
| Range | 36 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.124292141 |
|---|---|
| Coefficient of variation (CV) | 1.211589916 |
| Kurtosis | 7.376285361 |
| Mean | 2.578671298 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.232888238 |
| Sum | 148467 |
| Variance | 9.761201382 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) | |
| 0 | 14916 | 25.9% | |
| 1 | 13447 | 23.4% | |
| 2 | 8888 | 15.4% | |
| 3 | 5587 | 9.7% | |
| 4 | 3983 | 6.9% | |
| 5 | 2795 | 4.9% | |
| 6 | 2029 | 3.5% | |
| 7 | 1526 | 2.7% | |
| 8 | 1132 | 2.0% | |
| 9 | 858 | 1.5% | |
| 10 | 584 | 1.0% | |
| 11 | 499 | 0.9% | |
| 12 | 347 | 0.6% | |
| 13 | 268 | 0.5% | |
| 14 | 204 | 0.4% | |
| 15 | 146 | 0.3% | |
| 16 | 94 | 0.2% | |
| 17 | 77 | 0.1% | |
| 18 | 54 | 0.1% | |
| 19 | 36 | 0.1% | |
| 20 | 24 | < 0.1% | |
| 21 | 17 | < 0.1% | |
| 22 | 17 | < 0.1% | |
| 23 | 11 | < 0.1% | |
| 26 | 7 | < 0.1% | |
| Other values (11) | 29 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 14916 | 25.9% | |
| 1 | 13447 | 23.4% | |
| 2 | 8888 | 15.4% | |
| 3 | 5587 | 9.7% | |
| 4 | 3983 | 6.9% | |
| 5 | 2795 | 4.9% | |
| 6 | 2029 | 3.5% | |
| 7 | 1526 | 2.7% | |
| 8 | 1132 | 2.0% | |
| 9 | 858 | 1.5% |
| Value | Count | Frequency (%) | |
| 36 | 1 | < 0.1% | |
| 34 | 1 | < 0.1% | |
| 33 | 1 | < 0.1% | |
| 32 | 2 | < 0.1% | |
| 31 | 3 | < 0.1% | |
| 30 | 1 | < 0.1% | |
| 29 | 1 | < 0.1% | |
| 28 | 1 | < 0.1% | |
| 27 | 7 | < 0.1% | |
| 26 | 7 | < 0.1% |
| Distinct | 14705 |
|---|---|
| Distinct (%) | 25.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 680.9745884 |
|---|---|
| Minimum | 0 |
| Maximum | 12400000 |
| Zeros | 15413 |
| Zeros (%) | 26.8% |
| Memory size | 449.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 283 |
| Q3 | 637 |
| 95-th percentile | 1520 |
| Maximum | 12400000 |
| Range | 12400000 |
| Interquartile range (IQR) | 637 |
Descriptive statistics
| Standard deviation | 51697.12185 |
|---|---|
| Coefficient of variation (CV) | 75.91637445 |
| Kurtosis | 57480.70763 |
| Mean | 680.9745884 |
| Median Absolute Deviation (MAD) | 283 |
| Skewness | 239.6549801 |
| Sum | 39207111.93 |
| Variance | 2672592407 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 15413 | 26.8% | |
| 250 | 845 | 1.5% | |
| 350 | 716 | 1.2% | |
| 300 | 502 | 0.9% | |
| 200 | 439 | 0.8% | |
| 500 | 425 | 0.7% | |
| 400 | 397 | 0.7% | |
| 100 | 323 | 0.6% | |
| 600 | 313 | 0.5% | |
| 450 | 286 | 0.5% | |
| 150 | 270 | 0.5% | |
| 700 | 171 | 0.3% | |
| 50 | 163 | 0.3% | |
| 115.84 | 159 | 0.3% | |
| 550 | 158 | 0.3% | |
| 800 | 144 | 0.3% | |
| 237.84 | 140 | 0.2% | |
| 650 | 126 | 0.2% | |
| 360 | 114 | 0.2% | |
| 120 | 113 | 0.2% | |
| 180 | 111 | 0.2% | |
| 270 | 100 | 0.2% | |
| 1000 | 96 | 0.2% | |
| 113.04 | 96 | 0.2% | |
| 750 | 96 | 0.2% | |
| Other values (14680) | 35859 | 62.3% |
| Value | Count | Frequency (%) | |
| 0 | 15413 | 26.8% | |
| 0.42 | 1 | < 0.1% | |
| 1 | 2 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 5 | 2 | < 0.1% | |
| 6 | 1 | < 0.1% | |
| 7 | 2 | < 0.1% | |
| 7.88 | 1 | < 0.1% | |
| 8 | 3 | < 0.1% | |
| 10 | 11 | < 0.1% |
| Value | Count | Frequency (%) | |
| 12400000 | 1 | < 0.1% | |
| 172510 | 1 | < 0.1% | |
| 145041.53 | 1 | < 0.1% | |
| 145021.15 | 1 | < 0.1% | |
| 145000 | 1 | < 0.1% | |
| 69644.09 | 1 | < 0.1% | |
| 57469 | 1 | < 0.1% | |
| 35646.5 | 1 | < 0.1% | |
| 33023.02 | 1 | < 0.1% | |
| 33000 | 1 | < 0.1% |
| Distinct | 6156 |
|---|---|
| Distinct (%) | 10.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.921500304 |
|---|---|
| Minimum | 0 |
| Maximum | 110.44 |
| Zeros | 38935 |
| Zeros (%) | 67.6% |
| Memory size | 449.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 14.9 |
| 95-th percentile | 52.163 |
| Maximum | 110.44 |
| Range | 110.44 |
| Interquartile range (IQR) | 14.9 |
Descriptive statistics
| Standard deviation | 17.65576113 |
|---|---|
| Coefficient of variation (CV) | 1.779545491 |
| Kurtosis | 2.122524206 |
| Mean | 9.921500304 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.773585391 |
| Sum | 571230.38 |
| Variance | 311.7259009 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 38935 | 67.6% | |
| 20 | 21 | < 0.1% | |
| 24 | 13 | < 0.1% | |
| 69.89 | 13 | < 0.1% | |
| 29.33 | 12 | < 0.1% | |
| 69.98 | 12 | < 0.1% | |
| 69.9 | 11 | < 0.1% | |
| 23.25 | 10 | < 0.1% | |
| 30.46 | 10 | < 0.1% | |
| 12.15 | 10 | < 0.1% | |
| 8.58 | 10 | < 0.1% | |
| 17.66 | 10 | < 0.1% | |
| 17.37 | 10 | < 0.1% | |
| 14.14 | 10 | < 0.1% | |
| 21.24 | 10 | < 0.1% | |
| 17.5 | 10 | < 0.1% | |
| 21.2 | 10 | < 0.1% | |
| 17.18 | 10 | < 0.1% | |
| 14.24 | 10 | < 0.1% | |
| 8.5 | 10 | < 0.1% | |
| 69.84 | 10 | < 0.1% | |
| 16 | 10 | < 0.1% | |
| 20.62 | 10 | < 0.1% | |
| 11.71 | 10 | < 0.1% | |
| 21.91 | 10 | < 0.1% | |
| Other values (6131) | 18378 | 31.9% |
| Value | Count | Frequency (%) | |
| 0 | 38935 | 67.6% | |
| 0.4 | 1 | < 0.1% | |
| 0.54 | 1 | < 0.1% | |
| 0.59 | 1 | < 0.1% | |
| 0.63 | 1 | < 0.1% | |
| 0.68 | 1 | < 0.1% | |
| 0.74 | 1 | < 0.1% | |
| 0.83 | 2 | < 0.1% | |
| 0.85 | 1 | < 0.1% | |
| 0.89 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 110.44 | 1 | < 0.1% | |
| 83.33 | 1 | < 0.1% | |
| 79.96 | 1 | < 0.1% | |
| 77 | 1 | < 0.1% | |
| 76.64 | 1 | < 0.1% | |
| 75.25 | 1 | < 0.1% | |
| 73.38 | 1 | < 0.1% | |
| 72.94 | 1 | < 0.1% | |
| 72.67 | 1 | < 0.1% | |
| 71.75 | 1 | < 0.1% |
noofearlierdefaults
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 449.9 KiB |
| 0 | |
|---|---|
| 1 | 5 |
| Value | Count | Frequency (%) | |
| 0 | 57570 | > 99.9% | |
| 1 | 5 | < 0.1% |
| Distinct | 13 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3171341728 |
|---|---|
| Minimum | 0 |
| Maximum | 12 |
| Zeros | 43554 |
| Zeros (%) | 75.6% |
| Memory size | 449.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.6469658058 |
|---|---|
| Coefficient of variation (CV) | 2.040038133 |
| Kurtosis | 18.74201244 |
| Mean | 0.3171341728 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.012976342 |
| Sum | 18259 |
| Variance | 0.4185647539 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) | |
| 0 | 43554 | 75.6% | |
| 1 | 10722 | 18.6% | |
| 2 | 2621 | 4.6% | |
| 3 | 568 | 1.0% | |
| 4 | 52 | 0.1% | |
| 5 | 22 | < 0.1% | |
| 6 | 14 | < 0.1% | |
| 7 | 8 | < 0.1% | |
| 8 | 5 | < 0.1% | |
| 9 | 3 | < 0.1% | |
| 12 | 2 | < 0.1% | |
| 11 | 2 | < 0.1% | |
| 10 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 43554 | 75.6% | |
| 1 | 10722 | 18.6% | |
| 2 | 2621 | 4.6% | |
| 3 | 568 | 1.0% | |
| 4 | 52 | 0.1% | |
| 5 | 22 | < 0.1% | |
| 6 | 14 | < 0.1% | |
| 7 | 8 | < 0.1% | |
| 8 | 5 | < 0.1% | |
| 9 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 12 | 2 | < 0.1% | |
| 11 | 2 | < 0.1% | |
| 10 | 2 | < 0.1% | |
| 9 | 3 | < 0.1% | |
| 8 | 5 | < 0.1% | |
| 7 | 8 | < 0.1% | |
| 6 | 14 | < 0.1% | |
| 5 | 22 | < 0.1% | |
| 4 | 52 | 0.1% | |
| 3 | 568 | 1.0% |
| Distinct | 1681 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 744.5462582 |
|---|---|
| Minimum | 0 |
| Maximum | 27315 |
| Zeros | 43554 |
| Zeros (%) | 75.6% |
| Memory size | 449.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 4250 |
| Maximum | 27315 |
| Range | 27315 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1767.045129 |
|---|---|
| Coefficient of variation (CV) | 2.373318124 |
| Kurtosis | 14.63423919 |
| Mean | 744.5462582 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.317018268 |
| Sum | 42867250.82 |
| Variance | 3122448.486 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 43554 | 75.6% | |
| 2125 | 1595 | 2.8% | |
| 530 | 1386 | 2.4% | |
| 4250 | 1091 | 1.9% | |
| 1060 | 676 | 1.2% | |
| 3185 | 605 | 1.1% | |
| 1590 | 461 | 0.8% | |
| 2020 | 350 | 0.6% | |
| 2655 | 214 | 0.4% | |
| 3000 | 204 | 0.4% | |
| 6375 | 181 | 0.3% | |
| 1000 | 174 | 0.3% | |
| 2000 | 173 | 0.3% | |
| 2126 | 143 | 0.2% | |
| 500 | 131 | 0.2% | |
| 5315 | 128 | 0.2% | |
| 10630 | 115 | 0.2% | |
| 1500 | 111 | 0.2% | |
| 2230 | 95 | 0.2% | |
| 1380 | 90 | 0.2% | |
| 635 | 85 | 0.1% | |
| 2335 | 85 | 0.1% | |
| 1275 | 84 | 0.1% | |
| 850 | 82 | 0.1% | |
| 1700 | 79 | 0.1% | |
| Other values (1656) | 5683 | 9.9% |
| Value | Count | Frequency (%) | |
| 0 | 43554 | 75.6% | |
| 31.9558 | 1 | < 0.1% | |
| 63.9025 | 1 | < 0.1% | |
| 63.9118 | 2 | < 0.1% | |
| 95.86 | 1 | < 0.1% | |
| 95.8675 | 1 | < 0.1% | |
| 95.868 | 1 | < 0.1% | |
| 100 | 7 | < 0.1% | |
| 127.81 | 1 | < 0.1% | |
| 127.8228 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 27315 | 1 | < 0.1% | |
| 24445 | 1 | < 0.1% | |
| 23375 | 1 | < 0.1% | |
| 21260 | 1 | < 0.1% | |
| 20999 | 1 | < 0.1% | |
| 20195 | 1 | < 0.1% | |
| 19345 | 1 | < 0.1% | |
| 19125 | 1 | < 0.1% | |
| 19020 | 1 | < 0.1% | |
| 18748 | 1 | < 0.1% |
| Distinct | 12521 |
|---|---|
| Distinct (%) | 21.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 175.1424571 |
|---|---|
| Minimum | 0 |
| Maximum | 28093.12 |
| Zeros | 43733 |
| Zeros (%) | 76.0% |
| Memory size | 449.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 741.53 |
| Maximum | 28093.12 |
| Range | 28093.12 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 793.5813263 |
|---|---|
| Coefficient of variation (CV) | 4.531061967 |
| Kurtosis | 198.6750649 |
| Mean | 175.1424571 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.73500316 |
| Sum | 10083826.97 |
| Variance | 629771.3214 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 43733 | 76.0% | |
| 118.99 | 12 | < 0.1% | |
| 31.8 | 11 | < 0.1% | |
| 37.1 | 9 | < 0.1% | |
| 26.5 | 9 | < 0.1% | |
| 308.29 | 7 | < 0.1% | |
| 357.65 | 7 | < 0.1% | |
| 224.34 | 7 | < 0.1% | |
| 214.11 | 7 | < 0.1% | |
| 378.8 | 7 | < 0.1% | |
| 414.06 | 7 | < 0.1% | |
| 241.04 | 6 | < 0.1% | |
| 152.74 | 6 | < 0.1% | |
| 230.72 | 6 | < 0.1% | |
| 42.4 | 6 | < 0.1% | |
| 227.75 | 6 | < 0.1% | |
| 159.56 | 6 | < 0.1% | |
| 364.7 | 6 | < 0.1% | |
| 447.34 | 6 | < 0.1% | |
| 175.29 | 6 | < 0.1% | |
| 149.33 | 6 | < 0.1% | |
| 329.44 | 6 | < 0.1% | |
| 207.29 | 5 | < 0.1% | |
| 122.41 | 5 | < 0.1% | |
| 315.34 | 5 | < 0.1% | |
| Other values (12496) | 13678 | 23.8% |
| Value | Count | Frequency (%) | |
| 0 | 43733 | 76.0% | |
| 11.8333 | 1 | < 0.1% | |
| 13.51 | 1 | < 0.1% | |
| 14.8 | 1 | < 0.1% | |
| 15.3 | 1 | < 0.1% | |
| 15.74 | 1 | < 0.1% | |
| 15.86 | 1 | < 0.1% | |
| 15.9 | 4 | < 0.1% | |
| 15.97 | 1 | < 0.1% | |
| 16.52 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 28093.12 | 1 | < 0.1% | |
| 22316.01 | 1 | < 0.1% | |
| 22109.1 | 1 | < 0.1% | |
| 21966.27 | 1 | < 0.1% | |
| 20436.71 | 1 | < 0.1% | |
| 19571.27 | 1 | < 0.1% | |
| 19208.7 | 1 | < 0.1% | |
| 19070 | 1 | < 0.1% | |
| 18839.3 | 1 | < 0.1% | |
| 18499.18 | 1 | < 0.1% |
| Distinct | 292 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 30802 |
| Missing (%) | 53.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 202.6368356 |
|---|---|
| Minimum | 0 |
| Maximum | 41755 |
| Zeros | 25245 |
| Zeros (%) | 43.8% |
| Memory size | 449.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 600 |
| Maximum | 41755 |
| Range | 41755 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1250.107246 |
|---|---|
| Coefficient of variation (CV) | 6.169200391 |
| Kurtosis | 272.7673075 |
| Mean | 202.6368356 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 12.83816713 |
| Sum | 5425196 |
| Variance | 1562768.125 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 25245 | 43.8% | |
| 3000 | 114 | 0.2% | |
| 500 | 106 | 0.2% | |
| 1000 | 103 | 0.2% | |
| 2000 | 85 | 0.1% | |
| 1500 | 69 | 0.1% | |
| 530 | 50 | 0.1% | |
| 10000 | 49 | 0.1% | |
| 2500 | 42 | 0.1% | |
| 4000 | 42 | 0.1% | |
| 5000 | 38 | 0.1% | |
| 4250 | 36 | 0.1% | |
| 2125 | 34 | 0.1% | |
| 600 | 24 | < 0.1% | |
| 3500 | 23 | < 0.1% | |
| 900 | 19 | < 0.1% | |
| 1200 | 19 | < 0.1% | |
| 3185 | 19 | < 0.1% | |
| 6000 | 18 | < 0.1% | |
| 800 | 18 | < 0.1% | |
| 4500 | 16 | < 0.1% | |
| 7000 | 16 | < 0.1% | |
| 5500 | 15 | < 0.1% | |
| 8000 | 14 | < 0.1% | |
| 1100 | 14 | < 0.1% | |
| Other values (267) | 545 | 0.9% | |
| (Missing) | 30802 | 53.5% |
| Value | Count | Frequency (%) | |
| 0 | 25245 | 43.8% | |
| 190 | 1 | < 0.1% | |
| 410 | 1 | < 0.1% | |
| 430 | 1 | < 0.1% | |
| 465 | 1 | < 0.1% | |
| 500 | 106 | 0.2% | |
| 510 | 1 | < 0.1% | |
| 518 | 2 | < 0.1% | |
| 530 | 50 | 0.1% | |
| 531 | 5 | < 0.1% |
| Value | Count | Frequency (%) | |
| 41755 | 4 | < 0.1% | |
| 28704 | 1 | < 0.1% | |
| 26500 | 3 | < 0.1% | |
| 23170 | 1 | < 0.1% | |
| 21260 | 3 | < 0.1% | |
| 20000 | 1 | < 0.1% | |
| 19700 | 1 | < 0.1% | |
| 19500 | 1 | < 0.1% | |
| 18280 | 1 | < 0.1% | |
| 18000 | 1 | < 0.1% |
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03600521059 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros | 55985 |
| Zeros (%) | 97.2% |
| Memory size | 449.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2517304269 |
|---|---|
| Coefficient of variation (CV) | 6.991499918 |
| Kurtosis | 216.576466 |
| Mean | 0.03600521059 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.61211034 |
| Sum | 2073 |
| Variance | 0.06336820784 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 55985 | 97.2% | |
| 1 | 1280 | 2.2% | |
| 2 | 217 | 0.4% | |
| 3 | 57 | 0.1% | |
| 4 | 17 | < 0.1% | |
| 5 | 7 | < 0.1% | |
| 6 | 5 | < 0.1% | |
| 8 | 4 | < 0.1% | |
| 7 | 2 | < 0.1% | |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 55985 | 97.2% | |
| 1 | 1280 | 2.2% | |
| 2 | 217 | 0.4% | |
| 3 | 57 | 0.1% | |
| 4 | 17 | < 0.1% | |
| 5 | 7 | < 0.1% | |
| 6 | 5 | < 0.1% | |
| 7 | 2 | < 0.1% | |
| 8 | 4 | < 0.1% | |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 9 | 1 | < 0.1% | |
| 8 | 4 | < 0.1% | |
| 7 | 2 | < 0.1% | |
| 6 | 5 | < 0.1% | |
| 5 | 7 | < 0.1% | |
| 4 | 17 | < 0.1% | |
| 3 | 57 | 0.1% | |
| 2 | 217 | 0.4% | |
| 1 | 1280 | 2.2% | |
| 0 | 55985 | 97.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| defaulted | loanid | username | loanapplicationstarteddate | languagecode | age | gender | country | appliedamount | interest | loanduration | education | maritalstatus | nrofdependants | employmentstatus | employmentdurationcurrentemployer | workexperience | occupationarea | homeownershiptype | incometotal | incomefromsalary | incomefromothers | existingliabilities | liabilitiestotal | debttoincome | noofearlierdefaults | noofpreviousloansbeforeloan | amountofpreviousloansbeforeloan | priorrepayments | previousearlyrepaymentsbeforeloan | previousearlyrepaymentscountbeforeloan | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | BFD2FE92-ADE3-42D9-94F2-9D2C00E2C4FF | lydric | 2010-03-01 13:45:00 | 1 | 44 | 0 | EE | 639.1165 | 30.0 | 3 | 4 | 2 | 1 | 3 | UpTo4Years | 15To25Years | 6 | NaN | 27000.0 | 27000.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0 | 0.000 | 0.0 | 0.0 | 0 |
| 1 | 0 | 71828281-FD62-45B9-8C96-9D35014FE87F | 13Maximus13 | 2010-03-10 20:23:00 | 1 | 37 | 0 | EE | 639.1165 | 35.0 | 18 | 4 | 1 | 1 | 3 | MoreThan5Years | 15To25Years | 15 | NaN | 11000.0 | 11000.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0 | 0.000 | 0.0 | 0.0 | 0 |
| 2 | 0 | 28854CE8-269B-4103-ADA6-9D360156C8F0 | TAAWOKAS | 2010-03-11 20:48:00 | 1 | 31 | 0 | EE | 639.1165 | 28.0 | 9 | 4 | 1 | 2 | 3 | NaN | 5To10Years | 1 | NaN | 15000.0 | 15000.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0 | 0.000 | 0.0 | 0.0 | 0 |
| 3 | 0 | DF9B0542-8324-4618-90E7-9D3D00BA91F2 | Fius24 | 2010-03-18 11:19:00 | 1 | 26 | 0 | EE | 127.8233 | 35.0 | 1 | 3 | 2 | 1 | 3 | UpTo3Years | 5To10Years | 8 | NaN | 10000.0 | 10000.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0 | 0.000 | 0.0 | 0.0 | 0 |
| 4 | 0 | EF1FC55F-584E-434D-90C0-9D3E00D04536 | rraag | 2010-03-19 12:38:00 | 1 | 30 | 1 | EE | 447.3815 | 30.0 | 6 | 4 | 1 | 1 | 3 | NaN | 5To10Years | 16 | NaN | 13500.0 | 10500.0 | 3000.0 | 2 | 3050.0 | 0.0 | 0 | 0 | 0.000 | 0.0 | 0.0 | 0 |
| 5 | 0 | D711847D-9993-42E1-B412-9D3E00D0C39B | my | 2010-03-19 12:40:00 | 1 | 51 | 1 | EE | 639.1165 | 32.0 | 24 | 5 | 4 | 1 | 3 | MoreThan5Years | 5To10Years | 16 | NaN | 13478.0 | 9978.0 | 3500.0 | 3 | 700.0 | 0.0 | 0 | 0 | 0.000 | 0.0 | 0.0 | 0 |
| 6 | 0 | 0E25D5BF-6FE5-45E9-B26A-9D440093286D | anne48 | 2010-03-25 08:55:00 | 1 | 48 | 1 | EE | 511.2932 | 40.0 | 3 | 5 | 1 | 1 | 3 | UpTo3Years | 15To25Years | 16 | NaN | 12100.0 | 9500.0 | 2600.0 | 3 | 2250.0 | 0.0 | 0 | 0 | 0.000 | 0.0 | 0.0 | 0 |
| 7 | 0 | 40CAA69D-F859-4277-AF40-9D4700DE9F3D | TAAWOKAS | 2010-03-28 13:30:00 | 1 | 31 | 0 | EE | 223.6908 | 22.0 | 6 | 4 | 1 | 2 | 3 | NaN | 5To10Years | 3 | NaN | 15000.0 | 15000.0 | 0.0 | 1 | 0.0 | 0.0 | 0 | 1 | 415.426 | 0.0 | 0.0 | 0 |
| 8 | 0 | AF7FA0E7-39E1-4655-AC9E-9D4B01258A4A | mikhey | 2010-04-01 17:48:00 | 1 | 27 | 0 | EE | 511.2932 | 35.0 | 18 | 5 | 2 | 0 | 3 | UpTo2Years | 10To15Years | 9 | NaN | 16090.0 | 10090.0 | 6000.0 | 1 | 2450.0 | 0.0 | 0 | 0 | 0.000 | 0.0 | 0.0 | 0 |
| 9 | 0 | F4B05ACB-E86F-49E3-B884-9D4D00F17BE7 | cirda | 2010-04-03 14:39:00 | 1 | 33 | 0 | EE | 383.4699 | 35.0 | 12 | 4 | 2 | 0 | 3 | UpTo2Years | 10To15Years | 7 | NaN | 15000.0 | 11500.0 | 3500.0 | 3 | 2916.0 | 0.0 | 0 | 0 | 0.000 | 0.0 | 0.0 | 0 |
Last rows
| defaulted | loanid | username | loanapplicationstarteddate | languagecode | age | gender | country | appliedamount | interest | loanduration | education | maritalstatus | nrofdependants | employmentstatus | employmentdurationcurrentemployer | workexperience | occupationarea | homeownershiptype | incometotal | incomefromsalary | incomefromothers | existingliabilities | liabilitiestotal | debttoincome | noofearlierdefaults | noofpreviousloansbeforeloan | amountofpreviousloansbeforeloan | priorrepayments | previousearlyrepaymentsbeforeloan | previousearlyrepaymentscountbeforeloan | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 57565 | 0 | 7878FD9D-848A-46CA-897B-AB1800CC66F0 | BO15712K9 | 2019-12-03 12:24:00 | 6 | 67 | 2 | ES | 2126.0 | 72.88 | 60 | 5 | -1 | NaN | -1 | Retiree | NaN | -1 | 2 | 800.0 | 0.0 | 0.0 | 0 | 0.00 | 0.0 | 0 | 0 | 0.0 | 0.00 | NaN | 0 |
| 57566 | 0 | 68A0C943-78CD-42A0-A495-AB1800CD46CF | BO57313A9 | 2019-12-03 12:27:00 | 6 | 30 | 2 | ES | 1275.0 | 72.79 | 60 | 5 | -1 | NaN | -1 | MoreThan5Years | NaN | -1 | 10 | 1134.0 | 0.0 | 0.0 | 0 | 0.00 | 0.0 | 0 | 0 | 0.0 | 0.00 | NaN | 0 |
| 57567 | 0 | 3E84F31F-72A7-465D-AFE8-AB1800CDE131 | BO17K7714 | 2019-12-03 12:29:00 | 4 | 44 | 0 | FI | 2075.0 | 36.53 | 60 | 3 | -1 | NaN | -1 | UpTo1Year | NaN | -1 | 1 | 1900.0 | 0.0 | 0.0 | 2 | 662.00 | 0.0 | 0 | 1 | 7150.0 | 7213.56 | NaN | 0 |
| 57568 | 1 | 754CED2B-2F97-4F8D-9D92-AB1800CE40C3 | BO1267135 | 2019-12-03 12:30:00 | 4 | 58 | 0 | FI | 4150.0 | 36.46 | 60 | 3 | -1 | NaN | -1 | Retiree | NaN | -1 | 1 | 1250.0 | 0.0 | 0.0 | 0 | 0.00 | 0.0 | 0 | 0 | 0.0 | 0.00 | NaN | 0 |
| 57569 | 0 | E70B2C0A-373F-49B8-82A7-AB1800CEA0E1 | BO62A6714 | 2019-12-03 12:32:00 | 4 | 39 | 1 | FI | 2802.0 | 39.17 | 36 | 5 | -1 | NaN | -1 | MoreThan5Years | NaN | -1 | 1 | 3100.0 | 0.0 | 0.0 | 8 | 2043.33 | 0.0 | 0 | 1 | 6150.0 | 560.33 | NaN | 0 |
| 57570 | 0 | 168D10E1-EAEE-40AE-A720-AB1800D03891 | BO2464446 | 2019-12-03 12:38:00 | 4 | 58 | 0 | FI | 4150.0 | 36.48 | 60 | 4 | -1 | NaN | -1 | Retiree | NaN | -1 | 2 | 910.0 | 0.0 | 0.0 | 1 | 95.00 | 0.0 | 0 | 3 | 11413.0 | 11550.76 | 4150.0 | 1 |
| 57571 | 0 | 62BE353F-C5F0-4A13-A882-AB1800D06DCE | BO2427135 | 2019-12-03 12:38:00 | 6 | 59 | 2 | ES | 2126.0 | 72.89 | 60 | 4 | -1 | NaN | -1 | Retiree | NaN | -1 | 3 | 2500.0 | 0.0 | 0.0 | 0 | 0.00 | 0.0 | 0 | 0 | 0.0 | 0.00 | NaN | 0 |
| 57572 | 0 | 0AACC689-9812-454E-B150-AB1800D3B7BB | BO5292A35 | 2019-12-03 12:50:00 | 6 | 45 | 2 | ES | 2126.0 | 72.81 | 60 | 4 | -1 | NaN | -1 | MoreThan5Years | NaN | -1 | 8 | 1187.0 | 0.0 | 0.0 | 0 | 0.00 | 0.0 | 0 | 0 | 0.0 | 0.00 | NaN | 0 |
| 57573 | 0 | 368F8EBA-045F-4352-B93B-AB1800D4116C | BO44A747A | 2019-12-03 12:52:00 | 1 | 58 | 0 | EE | 4253.0 | 9.16 | 60 | 3 | -1 | NaN | -1 | UpTo1Year | NaN | -1 | 1 | 1200.0 | 0.0 | 0.0 | 1 | 251.00 | 0.0 | 0 | 0 | 0.0 | 0.00 | NaN | 0 |
| 57574 | 0 | C2C02F67-2413-48CB-89C1-AB1800D5CC92 | BOA144K19 | 2019-12-03 12:58:00 | 6 | 51 | 2 | ES | 3189.0 | 29.51 | 36 | 5 | -1 | NaN | -1 | MoreThan5Years | NaN | -1 | 10 | 1114.0 | 0.0 | 0.0 | 1 | 99.24 | 0.0 | 0 | 1 | 2126.0 | 139.54 | NaN | 0 |